{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "path = \"C:\\\\stockdata\\\\economic\\\\\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "lilvdf = pd.read_excel(path + \"lilv.xls\", sheetname=\"lilv\")  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib .pyplot as plt  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BcJ+8aCquec+EnJ3XG5WDRKmwsFHQHJUa9kj9uUmEdehuYM6fH8xxdZ233q1E\nQ7CyH3Y0pl+QoaA36s9PEPZDdwGzhB7M8ehiVrmQb5iNon/YcBBbDx3rd/+o4jC+fs3pw/ZaaeuO\n4oGXdwFw/+jQvvT8wYyeS9sOteGRf+xDotcnaXOnPjNorqeLYEIn3ygOBXDxjLGoa+7E+vrWk+7r\n6Inj6PEe3Hx+FU4bN2LI42ysb8XzGw+hurwYs8aX2Rmy5VjlknsvbDqE59YfxKnlJy8efvqEMswY\n5r1mNSZ08g1NEzxxx/kD3vfS1iNY/EQtIrHhp+CNGRnxgRvnYXqlu6bMHY4mwoFFORZLKBSGNPz9\n7vc5HQrr0Ck/hIy5wqMpzKlu9mMPuH663P4ELKHnWiyuENLckUrdEQWRzczeKrEUsp25oIXbp8sd\niLCEnnPxRAIBlww+Y5UL5QWzcfP5DYewqaF/g2lvOw7rKym6f0GL/kSA7lgCS9fU4fqzJ3muUdcr\nEgmFZ9Y1oL07hi2H2hB0SQmdCZ3ywoSRhQgHNDzx5oGU9i8MaRg7ImxzVNabPLoYkVgCX3l2M6ZV\nlKKm2t6h5vlq2+E2fPmZTcm/z64a5WA0JzChU16YPKYYm+69Ej0pNIoC+vqcbloQOlW3XzQFU8aW\n4BO/WpMc7UrW64npq1j98mNn44LpY1ESdsd7hQmd8kZhKODJJJ2uYiO5sCrdPubAobKiEEYWhRyO\n5gR3VPwQkWU0zZzThhndLmbDea5Hgg6HJXQin+FSdPY5cqwbdc2d2GY0nOd6rpbhMKET+UxyXnhm\ndMt97JE3sbepI/l3WaF7qlsAJnQi3zG7WzKfW+9YVxSXzarE7RdNwYjCoOtGEjOhE/mMllyKjhnd\narGEwqTRRbhw+linQxkQG0WJfEYT6xb6oJPF4woBlwwiGghL6EQ+Iyyhp607Gk9pv2gi4bqG0N6Y\n0Il85kQdOhN6Kh54eRceXLE75f0LgiyhE1GOsMolPW8f7cCYkjA+dfHUYffVBFg0z72LhjOhE/kM\nG0XTE08kUF4SxmcvneZ0KFlz73cHIsqIsNtiWqJx5cmpkgfChE7kMyyhpyeeUL6ZZphVLkQ+Y9ah\n37d8Ox5aucfhaNzvYGvXsOvMegUTOpHPTBpdhFvmV6G5I+J0KJ4wY1wprpw93ukwLJFVQheRDwD4\nGYAAgEeUUvdbEhURZSwY0PD96+Y6HQY5IOOKIxEJAPgFgKsAzAbwURGZbVVgRESUnmxaAs4DsEcp\ntU8pFQFy7KtTAAAF+klEQVTwNIBF1oRFRETpyiahTwRQ3+vvBmMbERE5wPa+OiKyWETWisjapqYm\nu09HRJS3sknoBwFM7vX3JGPbSZRSS5RSNUqpmoqKiixOR0REQ8kmoa8BMENEpohIGMBNAJ63Jiwi\nIkpXxt0WlVIxEfkCgBehd1t8VCm11bLIiIgoLVn1Q1dKLQew3KJYiIgoC5LLOZNFpAnAgV6bxgI4\nmrMAsueleBmrPRirPRjr0E5VSg3bCJnThN7v5CJrlVI1jgWQJi/Fy1jtwVjtwVit4Y8pxoiIiAmd\niMgvnE7oSxw+f7q8FC9jtQdjtQdjtYCjdehERGQdp0voRERkEcsTuog8KiKNIrKl17YzReQNEdks\nIn8SkTJje0hEHje2bxeRr/Z6zI0isklEtorID62OM4NYwyLymLF9o4hc2usxfzW2bRWRh42phV0X\nq4iMEJENvX6OishPbYh1soi8IiLbjNfkTmP7GBF5WUR2G79H93rMV0Vkj4jsFJGFvbb/XxGpF5Hj\nVsdpQ6yrjG3m61vp4lhtvb7SjVVEyo39j4vIQ32OZev1ZVWsubq+hqSUsvQHwHsBnA1gS69tawBc\nYty+HcD3jNs3A3jauF0MYD+AagDlAOoAVBj3PQ7gModj/TyAx4zblQBqAWjG32XGbwHwLICb3Bpr\nn2PWAnivDbFOAHC2cXsEgF3Q58z/EYB7jO33APihcXs2gI0ACgBMAbAXQMC4b75xvONWx2lDrKsA\n1NgRp5Wx5uL6yiDWEgAXAfgMgIf6HMvW68vKWPsc15bra6gfy0voSqlXATT32XwagFeN2y8D+D/m\n7gBKRCQIoAhABEAbgKkAdiulzOkZ/9brMU7FOhvASuNxjQBaAdQYf7cZ+wQBhKE/L1fGahKR06An\n+3/YEOthpdQ643Y7gO3Qp1ZeBD15wPh9nXF7EfQP9h6l1NsA9kCfbx9KqTeVUoetjtGOWO1mYay2\nX1/pxqqU6lBKvQage4Bj2Xp9WRmryc7rayi5qkPfihOLX3wYJ2ZpfAZAB4DD0EsMP1FKNUN/480U\nkWoj2V+Hk2d2dCLWjQA+JCJBEZkC4JzeMYnIiwAaAbRDf16ujdVwE4ClyihK2EVEqgGcBWA1gHG9\nkvMRAOOM266YW9+iWB83vm5/U8RYrdl9seb0+kox1uGOkZPry4pYDTm5vvrKVUK/HcDnRKQW+lca\nc/Xa8wDEAZwC/Svhl0RkqlKqBcBnASyF/gm339jPyVgfhX5BrAXwUwCv945JKbUQ+le3AgDvd3Os\nhpsAPGVncCJSCv0r8l29SlkAAOON7pouVhbF+jGl1BwAFxs/t1oeKLKPNZfXl1XvgVxcXxa/X22/\nvgaSk4SulNqhlLpSKXUO9Ce517jrZgB/VUpFjaqBf+JENcaflFLnK6UWANgJvV7LsViVUjGl1BeV\nUvOUUosAjOobk1KqG8AfkaOl+DKNVUTOBBBUStXaFZuIhKBfHE8qpZ4zNr8jIhOM+ydAL3EBKc6t\n7/ZYlVLm73YAv4UNVTEWxmr79ZVmrMOy8/qyMtZcXF+DyUlCN1v7RUQD8A0ADxt31cH4tBWREugN\nYDv6PGY0gM8BeMTJWEWk2IgRInIFgJhSapuIlPb6pwcBXGM+B7fF2uuhH4WNpQejquF/AGxXSj3Q\n667nAdxm3L4N+sVpbr9JRAqMKqIZAN6yKz47YjWqt8YaxwwBuBbAFljIytfV7usrg1gHO47t15dV\nsfZi6/U1JCtbWI3qoqeg14lHoX/tvwPAndBLALsA3I8TA5pKASyDXhe8DcDdfY6zzfixvNdIBrFW\nQy/JbIfeiHSqsX0c9N4mm6BfwD+H/unsulh7HWsfgFl2vKbG8S+C/vV0E4ANxs/V0HtXrACw24hr\nTK/HfB36N4ydAK7qtf1HxvNNGL/vdWOs0Hs+1BrH2QrgZzB6v7gt1lxcXxnGuh96w/9x4389OxfX\nl1Wx5ur6GuqHI0WJiHyCI0WJiHyCCZ2IyCeY0ImIfIIJnYjIJ5jQiYh8ggmdiMgnmNCJiHyCCZ2I\nyCf+F3IAWcZFUIUnAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x75266d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(lilvdf['date'],lilvdf['lilv'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "meigudf = pd.read_excel(path + \"meigu.xls\", sheetname=\"meigu\")  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date      datetime64[ns]\n",
       "dj               float64\n",
       "sp               float64\n",
       "nasdaq           float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "meigudf.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/egzxdcP54p7BBAcprunZFIB9ZzLLff6k844tdFwN/mfLS/06RIQGc1W3Jg7F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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9f6b970>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(meigudf['date'], meigudf['dj'], label='dj')\n",
    "plt.plot(meigudf['date'], meigudf['sp'], label='sp')\n",
    "plt.plot(meigudf['date'], meigudf['nasdaq'], label='nasdaq')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YIx+nxuNl10ErMKN3wKwk25J9ldho9H/fnok0SQKBiFzj60Hgdjcc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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9e500f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots()\n",
    "plt.plot(meigudf['date'], meigudf['dj'], label='dj')\n",
    "ax2 = ax1.twinx()\n",
    "plt.plot(lilvdf['date'],lilvdf['lilv'], label='lilv')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vrHUxqlchr94wqtF9Q/k9/vOLjfx90vBoiJY0HCyrq9h7Wu+2CZREE2l01tNA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\niNFKRKPRaDQR8/8OuZTJm6eB0QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9fb3490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots()\n",
    "plt.plot(meigudf['date'], meigudf['sp'], label='dj')\n",
    "ax2 = ax1.twinx()\n",
    "plt.plot(lilvdf['date'],lilvdf['lilv'], label='lilv')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SxIr6FAjULSxV4/GyePMhv6Wvi82ZtIikvQKBEG0iSqkS8+9B4L/AKOCAiHQEMP9abgkl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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb18ab10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots()\n",
    "plt.plot(meigudf['date'], meigudf['nasdaq'], label='dj')\n",
    "ax2 = ax1.twinx()\n",
    "plt.plot(lilvdf['date'],lilvdf['lilv'], label='lilv')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "gloddf = pd.read_excel(path + \"glod.xls\", sheetname=\"glod\")  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date     object\n",
       "glod    float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gloddf.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "gloddf['date'] = pd.to_datetime(gloddf['date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FOsD5h7uh9/ptewosiWGUML165bb/UaPqG9bnz4eHH3blLXmOj3fNNfDpp4nb7djh1rVU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\nSBtTIoZhGEbamBIxDMMw0ub/AwpR9vdbmRi3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x3054310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots()\n",
    "plt.plot(gloddf['date'], gloddf['glod'], label='glod', color='red')\n",
    "ax2 = ax1.twinx()\n",
    "plt.plot(lilvdf['date'],lilvdf['lilv'], label='lilv')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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eReiSQPGWRVTxKEo5Ye2OAyzetIe563bR/fFJfPr7uvAnlQQRO+sZPRp69YrN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\nAFLiASAlHgBSA0y9E5PjULabAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xa016b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots()\n",
    "plt.plot(meigudf['date'], meigudf['sp'], label='dj')\n",
    "ax2 = ax1.twinx()\n",
    "plt.plot(gloddf['date'], gloddf['glod'], label='glod', color='red')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "szzsdf = pd.read_excel(path + \"shangzhengzhishu.xls\", sheetname=\"szzs\")  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "index                      int64\n",
       "date              datetime64[ns]\n",
       "open                     float64\n",
       "high                     float64\n",
       "low                      float64\n",
       "close                    float64\n",
       "zhangdie                 float64\n",
       "zhangdiefu               float64\n",
       "chengjiaoliang             int64\n",
       "chengjiaoe                 int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "szzsdf.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Z+jsS0Wbt2rsk/0KC4D9mwWP1lSJSDgfVpB6MKxyrhNY+f6KwXSouBiPXTEcpWx5+Xn/Y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\nDO6/FgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x32419d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots()\n",
    "plt.plot(meigudf['date'], meigudf['sp'], label='dj')\n",
    "ax2 = ax1.twinx()\n",
    "plt.plot(szzsdf['date'], szzsdf['close'], label='szzs', color='red')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZmKaUmgn0VErZyWbqAfuxsg+wznH6equtj7Ue2e72fhNEZLaIzPanM+zOMiJS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\nBkPaGBExGAwGQ9oYETEYDAZD2vx/p91mqfDAkyoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2f4ed30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots()\n",
    "plt.plot(szzsdf['date'], szzsdf['close'], label='szzs', color='red')\n",
    "ax2 = ax1.twinx()\n",
    "plt.plot(lilvdf['date'],lilvdf['lilv'], label='lilv')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PngcAjJm/HSN/2ujfm0dmypzJAJwKGhFRPai6awdMbS0BDATQSrvmMyLS524/B/AgVO21\nplb3dESERxAiBT2OJzGxbMehcdeE1UF9Xur+M1i28wQ+W7ob09Yc9O/NI1B4mHk5gNMWp94H8Bzs\nc68OADCdmfOYeS+ANABdtOrTFZh5lVYi+ysAN3l6tgiPIIQ7zMAXXwC7d6vjEPBec+UyPahLvYA+\nd8pf+wJz4wgUHiuIaACAdGZ2DIqqA8Cs5oe0tjravmO7WyRzgSCEO8uWAcOGGccpKWU3Fo2cAusY\nGFthYBd7cvIDFHsTnsITQ0SppuPxzDzeVWciSgLwAtQ0W0ARi0cQwp2zZ+2P+/a1P/766+CNReNs\ndr5le9t61iWs/cXKPaeK949l5Nqd+yvtJHafyPLuRpmZ9sfhKTw2Zu5k+rgUHY3GABoC2EBE+wDU\nBfAPEdUEkA7AbK7W1drStX3HdreI8AhCuOOYlfrKK+2PL744eGPRuOLtJU5tN7evg7u6eq4o6i8y\ncux/L3dOWI2e7y7z7uL9++2Pw1N4fIKZNzFzdWZuwMwNoKbNOjDzUQCzAAwkongiagjlRLCGmY8A\nyCCibpo32xAAHrPRivAIQrjjKDyOgaIhkvqlVe0K8MLTtlTUqWg4VmTllaIGUXy8/bGXwnPHuJV4\nb9HOwBSm8zNENA3ASgDNiegQEd3vqi8zbwHwPYCtAOYDeJSZ9T+sRwBMgHI42A1gnqdnyxqPIIQ7\njsLjmLkgwC97b9l6OCPgz0hJjC2ubPrCzM2Y9+SVHq5wQVycsR8V5bXwrNl3Gmv2nUblpFjcc3lD\nnx9bVMT4+Pc09GldE81rlvf5el9g5kEezjdwOB4FYJRFv1QArX15tlg8ghDuOApPlMN/606d1LZ+\n8Ka5rKgeoFQ5Oq1qV0CuzbDuth3JwMx1yuHqXI6PFUTNQhMb6/NU26uzt+Lg6WyP/c7n2TB2wXbk\n29T9520+ivd/24nrPlju0/PCDREeQQh3zMJjZd0QKYeD6tWDNyYL+retHZD7fjGkEz4c2A4xUeTk\n1fbsDyqQ9Onv19u159uK8GfaSdc3PXDA/vjdd4G8PLfjsBXai9MDU1Jd9DT4dEkaPl2yG9/9rZ53\n5JxRzC/PFhpTpIFAhEcQwh1PwgOo6TdbKdY8/ECNCvGeO5WA3i1rYEC7OoiKIhw5l2vZ57dtx+2O\n35y7DXdNWI3N6eesb7rAlFtOF5wxY9yOI9dmLzw7jmV6XOvZeSxT2ypvu/8t31N87u4Ja9xeG854\nLTxEFE1E64hojnZcmYgWEdEubVvJ1NdvOX0EQfCA+Zu4qymhMhKem9oZVk7l5Dg3PUtPTJTz68Tq\ntb85/Rwma4GmGbkupuD0YnrNmxtt51yIlMb+U+ed2mweEpfqDhBfr1JedCcyjX/LNftOBzbxaRni\ni8XzJIBtpuMRABYzc1MAi7Vjv+f0EQTBA88957lPEIXHnLXggSsbFe8H+ntmlMX9rTIo9PvYSKLq\nGOtTTNOmajtunNHmwXqZsdY5fKWg0P3aUJcGqvx3j+bVLM8HNPFpGeKV8BBRXQA3QLnM6QwAMEXb\nnwIjP49fc/oIguAHgig86WeMdYrWdVL8X6DNBTHRvgvbU99twPFMC/HRE66a3aodY3scqF3R2Xni\nVJZ1IK1OgSaMS3acsJyWi4mOzNUQb3+qD6CSxpnlu4YWPAQARwHU0PZLndOHiIYRUSoRpdrKeF5a\nECKCmBhn77cAUai9QF+9sSUAYPHTV+O3f18V8OdGO3rzmaiV4tqj7uBpQygXbT2G9xbuAEaOVA07\ndxodZ8xw692WFKfc2N++tU1x25VjllhOwelkmqb6Zq5LR0piLG7pUAfTHuyGp3s3c3lduONReIio\nH4DjzOwyt7lmwfjNJmTm8XqahxhX1RQFQfCeIFo8f+1W3mLnctTzKifHoUn1cgF/rjuDp14l1+W2\nz+UYVsmDX6Xio9/TUHj0qGqIc1iXciE8j0xdixdmbgIA1KmYhHdub1t87oDJrToztwDrDpzBSz9v\nwsZDZ/HTP8b03L+/34BzOQWoVj4elzaugsd7NnX9A4U53rzVLwfQn4j6AkgAUIGIvgFwjIhqMfMR\nbRpNdxvxa04fQRD8QBCF52y2+hbfqUElDz39iyuLJyvP5jJpKQDcNzkV+0bfYNd29pmRqPL8v4E+\nDsvQLtZc5m46anpeAeJjjLHEmabL2ry6sHj/m1UOLtsaFRLKPrt4oPFo8TDzSGauq0WxDgTwOzMP\nhsrdM1TrNhRGfh6/5vQRBMEPBFF4EmKVL1Hr2sHNku0qMen+U+fdCo8Vq3K1tR3H2kYOFg8zFwd/\n6hQWwU54fHWqqBJg779QoDQrV6MB9CaiXQB6acd+z+kjCIIfiI0NmvBk5BSACCifENxpct01+dnr\nmuOOTsbkyu4T55F2PAvdGlXG6FuM9Zfy8a7HdzqvSMVEecjZNn75HjR7yf41ZisqQpxJeGw+Zj2o\nJMJjDzMvZeZ+2v4pZu7JzE2ZuRcznzb1G8XMjZm5OTPPM7WnMnNr7dxjHA6Z9AQhlPH2v1AQLJ4j\n53JQWMRIO54FZiDKIq4mkOiux42rJeP1Aa3RQst19sS0dQCAVXtOY2CX+kjULLL/3uw6vVheQSGQ\nkOAckOsgIm/N2+50bUEhIz7GSNSq1yBaufuUU18AuKaFfUaJQMc7hQKR6asnCBcKuS7iUByZORM4\nfx446SZNTCnYcvgcLn3rdzR5cS5+3XTE8wUB4KiWtSA6KgoJsdF4vk8Ly376tFudionFQaeO6XOq\n5J+3LiHuhfVyZdOqduluCosY5/NsGPTFKsv+d3apb7fGlBQXbdkvkhDhEYRwZtMm++OaNa377dFS\nsQwf7pyHzA9sP6JSv5TlHEZGrrLo9CzYJ7Psc6s5ZjaoWykJt3ZQU3J3TViNDQeNgnrJedkehcdV\nup0aFRLQtWGV4mNbEbuN5+l5sb3F06hq4D0AyxoRHkEIZxzdfT0tZE+dClzr38rGh8/m4OkfNvj1\nnqUhIVa91upXtnehfkqLixlz6yVoXC0ZNVMS7MTpvKl+z/uJzT0KzwqLJKO6uCXGRReXZCgsKkL3\nsc6F8QCgdkpCsfPBd8O64a6u9YvHH8lIkIwghDOORd+84ZT1WoO3FBUxiAxvLT3PmBnHdYtgok9V\ndW1Uxa79/65qDAC4o3M93NFZRXws3m4kDx0y0UjKuS2uMjgrC0u3H8flUTGIK9JEyWTSOXqzAfbr\nM9GaCK3ac9qpX/E9Co37dW1UxWnMkUrkS6sgRDIeUvVbUooMBnm2QjR6YS7eW2RE9FvZWO3qVSzx\nM0qL7s7tSLSFs0OfVsbUpGNCz1mVmuPeyX/jp9bXGI0mi8fqftmmsgy6RukJSa1wnA4MJkQ0kYiO\nE9FmU9tYItpORBuJaCYRVTSd81vyZxEeQQhnHIXH1SLLIFOxSQ9Zlt2h17uZYnqZWj3xgSt9r77p\nL/TUNWaqlbcuydC1UWWX93my/7MAgO3VGhiNhYXQzD3gyy+drjGX225Ww3qt5qUbLsYLfZXjQ6BK\nRXjJZDgnal4EoDUzXwJgJ4CRgP+TP4vwCEI4oyeunDpVbRNc5CS7806/PE7XNfOXWiuts3r5B5qJ\n93RCTBShT2vDimmrWV7mcgNmhl7awON9J3fqj0LSXpUmL0JKSyveX/9ybwDAw1c3Ns67+OI/sEt9\n3Hd5Qwy59CJ8N+xSj88PFMy8HMBph7aFzKyr5yoY2Wb8mvxZ1ngEIZwZMkRtd+8GXnvN3rIx46eS\nBHqaf3O6f/ZfmsZScU2LGkh7s69dW56HjAXexhpNa3sdBq+fZzdNWTtTORf0u6QWKibFOaXdcUVS\nbDSiogivD3AdR+QnYojIXAZ1PDOP9+H6+wB8p+3XgRIiHT3JcwG8TP5sRiweQQhnCrUXa3Iy8PLL\nRh0ZR+bP98vjdEcCq7WMUOQqrc7Ntw929fqalETnXGnHy6kpuYGz9+PBm18EAGTEJwMABne7yOt7\nz3n8Cvdid/iw+pKwyjrmx0dserJl7eO16BDRiwBsAKb6YyCOiPAIQiSQ5Dr7sj/JzHXOfjDeVK45\n1Hi6d3PMefwKXNa4qss+S5652u64a0PndZ+PLleW5KpjuVjUTE2PJdjU9F3Vct5lGvjqvi5oXcdD\n/rrFi9X2k0+8umcgIKJ7APQDcJcpu4xfkz+L8AhCJGAVc2LGMd6nhLTRXpwVLYq76QXfKgQ5R5s7\n4mKiPL7sHYXj9o4eZ4oAAKS9k83pcdxxeRPX4leM7h7/119e3dPfEFEfqNpr/Zk523TKr8mfRXgE\nIRLwVLfKMdmlL55tw4YVrxHFa8GNeumDXNMaynRtobwsHAtKQzlTstCrmlVDspbTuG1MDt4Y0Kr4\n3F/1jQSjDCA/WgmtOSGoI+Ys1Vbu18YNGdi+3ViL27vXlx+hRBDRNAArATQnokNEdD+ATwCUB7CI\niNYT0Tg1PP8mfxbhEYRwpkIFtW3tYaE61sFCucG7hXAAwBdfFO/mFRhOBbuOZeJ9UzxPsxrlMLxX\nU3zzQBfv7x0CmL3PJt/bGafPZgEANtgScbfJ6+3OQW8V72fHJqAgWglWrJvy1OMGd/RuEK+9Blx8\nMfB//+fDyEsHMw9i5lrMHKuVvvmSmZswcz1mbqd9/s/U32/Jn0V4BCGcuf12Nc3Wtq37fvXq2R/3\n6FGix+WZovV7v7/cLj6GiDC8VzM0qV6+RPcOBYgZlyTYr2PVq+w8jXkmsTzyYzxbPIneJPzcvFkJ\nDwBkqDxz6NTJuwGHKSI8ghDOZGcDdet67ueLhePucfn2L+WZ6yKniHCdiglAdDTqd26DST+8itRW\nyvK5qZ3zms+55IrIi1ZrQ3FuLJ5EF1kUirnpJqBNG+f26mWXcigYiPAIQjiTnV0yjzZvxMoRZuRk\nnLdr2qJlgm5bN7jVRv3Nmhd6Yv5tjYqPe+xJRdUUZelYpeDJTS6Pk8kqONWdxVPoadZp1izr9rlz\nA1bCIhQQ4RGEcOb8ee+ER18L0nGV4cAdNhuyFy22PPXNA97HyYQi1SskoDw5JP3MUhaPVX2cvMpV\nMaXjjR7v275eRaQkxmLCEIupM2bg5pvV/rPPOp+vVs3j/cMVER5BCGeys1XwqCcc+5SkGmlBAT5P\nsA5QLZ/g7F4ddjjmvdNc0C2F5557vbolffMNNpydh14taygLRs/zBgBvvQX89JPaHzOmxMMOR0R4\nBCGcKelUm7fCY+5XiqzWYYGLTN+JFu7hs7O9EHtApTT64APgxAlnC+bFF+2PrSycUE4LUQpEeAQh\nnAm08OTkGPsFBcVBkxGJYxnxzp0B2BeIiypSoSvrs3x8dU6fbn9s/v3XqqW2x44B6Q7OGhH6+xbh\nEYRwZudO55eaN3grPNmm4PWCArCfko2GJGaLhwi4SOVg23Miq7h58YSHVVsOPHPWKKWN776zP/fC\nC8b+U08Zz6xd275fofskp+GKCI8ghDslSYdTQovHikk/vGKUZTDzwgvA8uW+j62s2L7d2L/qquLd\np69tDgBodTQNtTOOO17lmjNnjP0//1Tb225T27FjjXPPPOP6HkXOVU4jAREeQQhX8vPV9uWXfb/W\nW+HZtcvYLyhA5exzuHXTb3hz/scAVGmAHnvWAoMH21/HrBbPTS/wkGfDBmPfZNklxEZjVbkt+Hb6\ni4gvtP+99a9uYQHOmwf8+ivQqJHzOcfURTk5rktWJCWJ8AiCEGKc12JqvPFqc8Rb4bn22uLdJWvS\ncDopBXGFNly2fyMAoNJ5bTrpRgfXYvMUXbgwbpyx77C2UjOmCCl55+HIi/ULlTgcPmw09u0L9Ovn\nfP+LLgLee8++zcqtfcYMYPJk9e/rKflrmOJReIgogYjWENEGItpCRK9p7ZWJaBER7dK2lUzX+K02\ntyAILvBVeL79FuitKmWWxJ363g3qmhmtr0G9c8dwx8aFeGPR5+qkthBfTGam8w2YgUWLwmPdokkT\nr7pVRAEwejRQpw6wYwfwzz+uO69YYZ+R4MMPrfvdcgswdKgPgw0/vLF48gBcw8xtAbQD0IeIugEY\nAWAxMzcFsFg79nttbkEQXHCvFkvirfAMGgQsXAhERXkvPCNGODWVy89BNBdhzLyP0OHwDtXo6Ir8\n3/8632sHL4XzAAAgAElEQVTqVGVBTZrk3bPLig8+AD76yL7N9B35roIDxfvxhQWGW/TevUBHi6Sg\nzOrjmC3iwQf9NeKww6PwsEJ364jVPgxVg3uK1j4FRp1tv9bmFgTBgtxc4Lff1L6vU20xMSWK46l6\nXi2WV8rJAB5+2L6fvt6k8+mn9senTgF33632y6jWjNfcfbfbKa7/vnAHfrvlImx/9xb79bXNm507\nv/uuc9vx46osRYROo3mDV2s8RBRNROsBHAewiJlXA6ihFQECgKMAamj7dQAcNF2u1+CuAy9rcxPR\nMCJKJaJUW0kirAUh0nn9dWO/XDnfrvVFeObMKd6NtymvtkKKdhaPzz93f58hQ4z9o0e9e3ZZYRU7\nY7J4qEoVNMk6jgRbvnJn17FKe2M1ZVatmnMKowsMr4SHmQuZuR1UWdMuRNTa4TxDWUF+gZnH63XC\nYzwVuBKEC5G3jNowPi/kZ2cDS5Z411dzMWYAeVrhs3fPrHKu/+P47b1BA7W94gr1IjcL1cUX+zbe\nYJPiJuGp7vrsyYW9Vy/gnXeAKlX8Ny4/Q0QTieg4EW02tQVl7d4nrzZmPgtgCdTazDFt+gzaVndw\n92ttbkEQPODoousNa9d6t8ag1fn5oU0vnCyn3kEdp3xsrC/16aPWbRo2tL9Od6NesUI5HpiDKR09\nu0INqy+7WjBp8c/Zrp3r6zt3BmbOBJ5+2v9j8y+T4bzOHpS1e2+82qoRUUVtPxFAbwDboWpw63bk\nUBh1tv1am1sQBA9Y1XNx4Gx2Pn7besy+ccIEp347jmbitdlbUFxEMkq9IsZ0N00ZJSUBPXuqFC9z\n56ppu0OH7G9ktsLWrvXqxyhTPMXL3HGHcszQK4S6s3g6dfJ9+rMMYOblAE47NAdl7d4bi6cWgCVE\ntBHA31BrPHMAjAbQm4h2AeilHfu9NrcgCB7Qc3254Y7/rcQDX6UiJ9+9K/OQiasx6c99OJ6peamd\nOQOkpBRbO3ZUr67WPn7/XcWxmNdGzjvHvNgxd67HMQcVTwlQiZQruibEboUnDETHDQFbuzfjcQGF\nmTcCaG/RfgpATxfXjAIwyqI9FYCH4vCCILhFL4/sAzuPKcdUT4XJ9NNq1ZaBffuMaSZPFBQYL2Sr\ndae+fQ3BefttlSlg5Ejv7h1odOG57jr3/cx06QKsWePcbuGCXkbEEFGq6Xg8M4/39mJmZiIKSJZS\nyVwgCOHGk0+W+FJ9Ci2tSl2ci092ysisLwsXMWPUB7PQ4Pk5yEk/iq4HNgEAZk+2ePa//61dZJqu\nsrJ4Bg40XtTLl6tcbqGSfVkXnj4+hBZalVFo1gyoXNk/Yyo9Nt1JS/t4IzpBWbsX4RGEcMNF3Rhv\n0F/zvR4Yhzvuelut05ggKOUpKCzCF8fUhEhGQjJii2zokL4NbY7tdr5pDW02xpyR4OxZ4F//su+X\nn+88DeVYiqCs0N3LffGiNed2KygAli5V2QvCm6Cs3YvwCEK4YbYSJk70orvRn4sM8dlRrYGxZuHA\npvRziNZqz4y5aThWNGiPmKJC4J57nDtHa85NZovnzBmgUiV7N+uhQ52DXa1S65QFusUTW8JKqjEx\n4ZUQFQARTQOwEkBzIjpERPcjSGv3IjyCEG6Y6+9ccYXH7nk2QxAYjIKrexgnHSwO1mTpsW/XoTBK\nCcqMOh0AAGvqtbZOd6PnJ9u0SYnihAmqzHOlSio3m05MjLPF4ynwNFiUVnjCEGYexMy1mDmWmesy\n85fMfIqZezJzU2buxcynTf1HMXNjZm7OzPNM7anM3Fo79xiz5/lTic4UhHDGi/WE3AJjCmxzegZa\nVTYlqnQQnqKSLLl8+63aXn65fXvFis5tlRy8486dK8EDA8BBzWHLkzee4BfE4hGEcMaLb+jzNhsp\nagZ/uRqjmhqlDhyF52RWCdaPevWybq9YUW2HDwceekjtEynvNh19fais0XPNOSby9IYjRzz3EewQ\n4RGEcMMcNe/FYniUQwKTFeVNzkmmCqPM7NbJrNfFLkRizBjr9hUr1Pb99+1r3ejpdADlepzjTR3p\nAKM7bDiWnnbHkSMqV1vNmoEZUwQjwiMI4YYuPI8+6lWG4+dnbLI7PpppyiRteumnn3UvAB8Pcgrn\nU7iyWlwtto8dC3zzjXFsFQsTbHTLz6owmytq1gSaNg3MeCIcER5BCDcKC5XV8Mknrssma3hc5/XS\nNfuJa5ogMS7a+qTVdN8nnxj53BxJSgLuuss4DoV1lZIIj1BiRHgEIdzIz/ecHVkjp8B9ipy9P8zB\nuWzl0fX79uMu+3Vt5CbLcrVq9seTJytrzIWrthOPPaYE9PrrvesfCER4gooIjyCEGz4Iz/+W7XF7\nvkedAWj7+kJk5hbg8FnnYM4Pr6qJ5/o0x6XuhAcAHnjA2HdXVsCMPkW3d6/azp/v3XWBQC9DLcIT\nFER4BCHcyM/3uhTClJX7vOp35nwBFm51LtBWo2IiHrm6CaIcPRQc+eILYz/axZScI5s2WbfffjvQ\noYOKD9rjXjj9hp6FQIQnKIjwCEK44YPFczbbQ9ZlDQZjzwm11tK2ppFdoEUdi6zUnvBWeByn6AYP\nVtsffwTWrQM6dgQaN3Z9/SWXqCk6f+Z787WMuFAiRHgEIdzwQXg61FexNK/1b4X4GNf/3c1rQf12\nry7er1ixBC/iTp18vwZQnm5WIuKqVo5uMe3bV7Ln6WzdauxLxeOgIMIjCOHGsmXq4wX/HFCVP4de\n1gBTH+jqst/In4xpr/Yzpxgnypf3fXzVq3vuo9O5s/2xQ9JSAMArr7i/R1qa98+zolUrtQ31yqgR\nhAiPIFwg5BYYlsPtHe0j9NcdMEpTxxUWYPbkJ7Hwy0c8umvb4UVMkROvvWZ/bJUFwaJSqp0VdO21\n6vjECd+fv3ChsV+S64USIcIjCOFIo0ZedWtavRzKxavpozybmk7rdXEN9G/nOkL/eHJltDm2G81W\n/e7bmLKzfV9vcSy8tmWLc5+jzk4PuPZa++MmTZSlZWUxefv8EhTYE0qGCI8ghBsJCcBtt3nslm8r\nQnxsFLo0VIlEr2xaDQM718N/b2qNuGjX//UvO6B5ePmSPqakREUBqanA88/7dt3ixfbHuku2eb3G\nV+p4rNgs+AkRHiH82bFD1XrRi3lFMkVFKtgxKcltt9kbDqPZS/Ow5XBGccaBuJgojL71EtRMSUB8\nrL3nWY0Khnt2vE3zhCvJ1FlJ6NgRGDDA+pz+c3pbMC4vTzkdREcDU6cCr78OvPyydd98U+qguXOB\nZ5/1fsxCqRDhEcIbZqBFC+Crr5wXqiMRPbeaB+GZs/EwAPXrSbZIdeNo8RzLMFLnRLELL7JAomey\nBoA2bVQ+t40bgaeeUm1ffWV9nTlhKqCm+yZMUAI9eLByTHjjDetrzbFQ118vHm1BRIRHCG+mTTP2\n16/3b0xHKKLnNfMgPOa6Oklxzi/UrDzX1qEP7gT+w5wz7rbbgGeeUQKUlaXaHnrI3qJNTlaipBeh\n08nIMK4R3EJETxHRFiLaTETTiCiBiCoT0SIi2qVtK5n6jySiNCLaQUTXubu3J0R4hPDlxAn7ZJOA\nfdbjSGT8eLVdt85tt3UHzhTvHznnnHW6afVyTm1lSsOGxv5jjxn7b71l7D/+uNru2qUEeMUKZ6+7\ne++1DjrNyVFVUa0orTt2GEJEdQA8AaATM7cGEA1gIIARABYzc1MAi7VjEFFL7XwrAH0AfEZEXkYK\nOyPCI4Q+hVpwY04OMGOGyvH188/q40iku8Tq+cx273bbrU4lwyJassP5d+IqBc5nP79l2R5wUlKA\nfv3Uvjl2yLzONG6cEprLLlPHetmFoiLDuQAwylibSUpSmRLatjWs5Dp1gPvvd58dIbKJAZBIRDEA\nkgAcBjAAgB7INQXATdr+AADTmTmPmfcCSAPQpTQPFoTQZfdu5SrburUSHv2Fe/PN9v3WrQPaty9Z\nBclw4oxmyVRxn7QzJdEoVWC1xhPtQnj67viz5GMrLbNmqa2jFdOpk/J809Etl1tvNfo3aAB06wZk\nZgKvvur6GRs3Kiu5SRPleu1tQtPwJIaITL84jGfm8QDAzOlE9A6AAwByACxk5oVEVIOZ9ZKqRwHo\nxZbqAFhlutchra1EeLR4iKgeES0hoq3afOCTWrvPc4FE1JGINmnnPiLyJTpNuCCZOVNtN292/S1/\nzRqgnDZ15K33U7iiC86IEW67Ld9pWDlLn+3hdN5Tzk+7xf5gQWQdsPq7i3iiM2fsj3Nz7eOAhg2z\nvo4Z6NJFrRn5GvcTXtiYuZPpM14/ob2vBwBoCKA2gGQiGmy+mFUxp4Asmnoz1WYD8DQztwTQDcCj\n2nxfSeYCPwfwIICm2qePH38WIRIxl0x2RefORlZhLwubhS1//KG27V1UA9WonWJkWTZbPzpJcTFI\nsJqh1wV8x46SjtD/uErb07Gj/fH69fbH//ufZxf70sT9hDe9AOxl5hPMXADgJwCXAThGRLUAQNvq\nRZrSAZhqpqOu1lYiPAoPMx9h5n+0/UwA26BMLJ/mArUfogIzr9KU9CvTNYLgDLNh5Vx1FXDppc59\n9GSZumtspAtPJW1iwUMG6IpJ6vey6KnuLvs80spimikrS3mL+ZJvLRgcOODc5m6Mutu5p0zZq1a5\nPx+5HADQjYiStJmnnlDv9lkAhmp9hgL4RdufBWAgEcUTUUMow6HENct9ci4gogYA2gNYDcDdXOBB\n02X6XGAdbd+x3eo5w4golYhSbRdCUKBgjV4jBVBJMVeuVPvmOi56xLtu8WRnB2dsZcXFFwM9e3rs\ntvWISv/StIbrJJ/RcRYlq4HgBY76Qr16wJgxrstpO2Kuq9OggfP5ESPU34qXWb4jDWZeDeBHAP8A\n2ASlBeMBjAbQm4h2QVlFo7X+WwB8D2ArgPkAHmVm9+Vt3eC1cwERlQMwA8BwZs4wL88wMxOR3+YC\ntbnI8QCQnJwc4YEZgiX5+a6nk2JNL8yXXlJb3eJ5/nkVgR6py4dZWc51bBy7uInRMRMV60J4PKwf\nlRl6ZoFJk9z3c3S82LlTWUy1aikPyZJk3I5AmPkVAI6pv/OgrB+r/qMAjPLHs72yeIgoFkp0pjLz\nT1qzr3OB6dq+Y7sgOFOhgnX7zp3GOgRgfGM1v0StEk1GCllZHouVDZ6g6ul4jNWJsZ+GanFcc0ku\nF2IxPo4cOGC9NrNuncpW4OhSHxurXKaTkkR0QgRvvNoIwJcAtjGzuWCFT3OB2rRcBhF10+45xHSN\nINhjXqv58ktj/6KLVPxF48ZAzZpGu9nCidTI9YMHVSnob7912239QVXioFMD99VDe7asZXfc4IxK\nsxPy1mK9emrK0ZF27YCvvw798QteWTyXA7gbwDVEtF779EXJ5gIfATAByuFgN4B5/vxhhAjBHJU/\ncyZw441qf+xYw8JJSwOOHLG/rkMHtbVyQogE9OBRL2lV232MSrOG1bGrj2Hd3Js6q0TDEgRf8bjG\nw8wr4Dp9k09zgcycCqC1LwMULjDy8w0BqV8fuElzfPQmB9uTT6os1RHAj2sP4ZkfNmDHf/sgXp8S\n06eJfvjBq3vc1bW+xz5R3bsD8+cCKKMcbcIFiaTMEUKLO+809h0DBD3xr38Z+6dO+Wc8njhzxr4a\npp8Yu2A7AOD0eVPq/kGD1FZPGWNBvs0Yizfx2eZA0sJ27YCJE30bqCCUABEeIbSYMaPk15rT3M+Z\no+b6zTm8/M3WrUDlykbySj9Cmv1RWFCorECzkLop0JaRq/KU9bq4hss+ds8hwou/f4nL9m1Ap5+/\n8t5dWRBKgQiPEFymTAEuucT6nKvswb6wa5fa3nOP2joW98rLU4LkqjiYt+TnA61aqf3PPivdvSwo\nKFSWCzdurARV/3kcsBUW4ed16cjJV8uo2Xlq26d1Tcv+Vjz490x8+92LiHVTlVQQ/In8pQnB5Z57\nVACo1fTU2LH2x2YLxlscMw3rOcfy89U60Zw56viNN0rn/VbT+xd7STilTbHNufhK1aCP2xQ8++Fv\nu9DkxXkY/t16XPzyfPy97zSe/kGljYmNlhUbIXQR4RHKhmXLlOVx9KjRNmaMsf/ss8Dixb7f13Fd\n48svlQdcfDwQFWX/vPLlgf37fX8G4Pv6UwlpcMbBc6+18s1hZrz/2067U7ePW4m/96lx+ZR/98cf\ngY8+KtU4BcEXRHiEsuGaa9T2LRf1X8aMcT0l5ytNmxr75iJjgPVi+qlTIZM88rNut2NN3VZO7efz\n3Wcr6daosvcPufXWgKxTCYIrRHiEsuXjj8v2+a+/7tzWtauxfmPFc885t1klsfQDm2o1xR13va0O\nRhkRCrd85r5uTrVyJZimFIQgIcIjlC16fE6h6Ru82aXaH/Tq5dymOyEAzutNekbs6693DlIFjLWo\nxESgj1bZ46KLAuJWrbOzan3giSeM42Pu16ek1JUQyojwBJqDB70LfryQycsD5qogRjz4IDB1qn/u\nO09LjLFxo/O55GTgbc2SiI5W/06OzJ+vXJcdc3/p6Vr27QMeeshoX7261EPWqUr2iT6vvf8zcHIy\nlu88gQYjfrU790LfFn57riAEAxGeQLJ+vYq+l4Vb9yQkAP37q/0bbvDffRs2VNvjWv5as/NCUpIR\nkAkAS5YYrtaOONZ92bZNlWOuXt3IrAAo5wU/cZKdk4q8Pmcrhkx0LoEyoJ1RXeTNm9tg8dNX+W0c\nghAIRHgCib5APXx42Y7DV2rUUC/gAE4dAQD69XNucxMc6TULFgAPP+xcvvmZZ4z95GSVbFRnzx77\nGi6OHNJKSekilmoqZa8LmD/ikAAcPptj2T7pz31ObR8Nao8aFRKw962+WPz0Vbiza300rhbi2aWF\nCx4RnkBStaraXnll2Y7DV/SXa36++34lQX/Z33gjMGCA6/Ol4dprVVCnubTCihX21kxMjLJQdAF5\n7TX396ynVfrQAznNAZ26oPXrpxKcEtlbVz6y+4R38UXl4mPQv60SaiISwRF8gogqEtGPRLSdiLYR\n0aVEVJmIFhHRLm1bydR/JBGlEdEOIrquNM8W4SktS5e6junIzVVbT+V3Q5WCAu/6rVgBZGZ61/fc\nObWO89NP9rnVdPxZctlswVx+udp+8IERjAkAHTtaX7typVqbMzsX7NhhrBsNHGi0t2xp7OsJTvXK\nqCWgcrJ3VTHH3OYnd3PhQuVDAPOZuQWAtlClr0cAWMzMTQEs1o5BRC0BDATQCkAfAJ8RUYlfbCI8\npSEnB+jRw3rKCADOn1fbpKTgjcmfeCM8Gzcqi65CBXvPNCsKC1W2gNq1lcVRvrx9eWtAtfsLq/Wa\nJ590v460YoUSnG7d1LE5Q0EL0yL+daYvfK6m6E6f9n6sJnLPKYunRqb7RKdVvBQoQXCEiFIAdIeq\ntQZmzmfmswAGAJiidZsCQF/EHABgOjPnMfNeqNI2XUr6fBGe0qC/aNevtz6/aJHaxscDTZr4XE+l\nTDBPr33+uef+Zqtl7Vr3fTMy1DbFVCfmkkuAd99V+/60dkqKlQdiSdduqlRRGRp8ZOXaNABAhQQl\nwvdf0dDu/B/P9cAH/2qHLg19CBIVBHsaAjgBYBIRrSOiCUSUDKCGVrQTAI4C0LPN1gFgdv08pLWV\nCBGe0qB/o3blLq3Xhp85U8WGXH99cMZVGvRFdAB46SX3fY8dA7ZvN467dnXfXxcex7LWen61wYO9\nG6O/Mbtvt2/vfL5KFfvjN95w7pOZqdaWHLn6arX1waX+nc3K4qkZp64xlzoAgFopCbipfR2J1RE8\nEUNEqabPMPM5AB0AfM7M7QGchzatpsPMDCAgsSAiPP7A1UulkvvSwyGJWXgA+xLUjlglytRjXg4d\ncv696JZhbKx9+w03AKNHexa6kpCb6/5nAFTAavPmat/VtNm5c8a+lRVTrpxri3buXOXI8MUXnsf7\n4YfFu3+w8sr7epV9PrkYySIteIeNmTuZPuNN5w4BOMTMevDZj1BCdIyIagGAttU8jZAOoJ7p+rpa\nW4mQv+DSoLsbuxKeu+8O3lj8xf/9n/3xsGHW/czMM1Uw/+cftXhfr55RslrnvvvU1jHQMiZGLcYH\nQqjj441y2e747Tdg1SrXjiAVKiirpnt34JdfrPu4skD0NSUPv8sDC5bjxn/U31KbI0ZmhRY1y7u9\nThB8hZmPAjhIRNo3LvQEsBXALAB6Gd+hAPQ/9lkABhJRPBE1BNAUgHNQmZeI8JQGXXBcfaPWvdpC\nGWbg1VdVUCRgbHWio9ULtXZtNV147Jh6+eov2euvV2lj9Jdxnz6G4PxqH2GPSy9VWz1YNJSoW9fz\nVGG5csracecsortlL10KfPWV8/klS1xeesucA9hUSyU0rVjJcI1+6YaW+PZBD2MTBN95HMBUItoI\noB2ANwGMBtCbiHYB6KUdg5m3APgeSpzmA3iUmT14E7lGhKc0mAMsHaeoAM9TPKHA2bPqZdm7t/V5\nfZ3qyBHlIPHUU8Affxjn9TLMrmKVbFrql717jd+Xnpk6EnnxRWU9XXWVtcVr/tlnzFACnpMDFBXh\nZLJh8a1Oro1xgzugUbVkdG1UGRfXVOtiU+4rsSORINjBzOu1KbhLmPkmZj7DzKeYuSczN2XmXsx8\n2tR/FDM3ZubmzDzP3b094Uff1QsQ8xRbvXrOU27hIDy6VZbjEC1///2qlo0j06bZH+suw44OAzrT\np6u0+40aGW2OazyRRHQ00LOn537//APcdpva374dWXH2VlR+IaNP61ro07oWAKBSchz2jfZjOiFB\nKEPE4ikNjillHIVm+nTna8yL1KFAdrbaEhn7jRt7txAOALfcorbmtZExY4Bvv1X7d98dvnFM/iAj\nQ8V5XXSRfbs5lqhDB5x850O70y/dcHEQBicIZYMIT2lwtHBefNHzNSFSYKwYPcg1Jgb4U6vxsnu3\n64VyHZtNCe8VVzif69HDv8k+w5ny5YHZs+3dzh0rrwJYulGFSFRNjsOdXevjvsvtY3cEIZIQ4SkN\njsKzcqXna0JtmkkXnthYwxrz5MmWmWk4HVjRqZOaeuvb13/jDHcSEtT0mhlTJoRXeytvwvFDO+HN\nm9sgKkpidITIxaPwENFEIjpORJtNbT4nkiOijkS0STv3EUVC9JvjVJs5wn3HDutrOncO3HhKgtni\nmTlT7f/nP2o7dqz9ms6aNUpsy3mZjNLs1fbJJ6Ufa7jjWNW0Qwdg2TLkRRtLrZWTJA2OEPl4Y/FM\nhkoKZ6YkieQ+B/AglP93U4t7hh+OFo8emQ+4dyzYv98+A/T+/a772mzK68x8b3/BbKS5iYkx1mVq\naFkynnlGJcOM18ooexLNqVOVG7GZSZOAN98EHn1UHZsTal5oOMYTVaoEdO+OzD8MS7lyOREeIfLx\n6NXGzMuJqIFD8wAAV2v7UwAsBfA8TInkAOwlojQAXYhoH4AKzLwKAIjoK6jkc6VyyStzdIvnoouU\neJiTaroz6Bo0UFtm9UKeMEFNc1l5ho0dq+JsTp3yf0G5778HRmhZMnRxAZynAzduVMGVnrAqWW0u\nHyCVWO3R/kb21GwE4BgAoHy8OJoKkU9J13h8TSRXR9t3bLeEiIbp+YVsNpurbmWP/iJ97jm17dHD\nOOetK/WECWp79qz1+RdeUNuPP/Z9fJ7Qk5i6ez4ANGsGDBni/+dfiOzerUoz1KypLEEA3/1t/JeJ\nhBloQfBEqZ0LApFIjpnH6/mFYvyZJt/f6BZPXJyKU/nxR+OcLjyffeb6+oMmjdan3oKJOU4nvcRp\nlwRfaNRIlWY4cgQoXx65BYWwaX9Hc58Is4KBglBCSio8viaSS9f2HdvDG93iIVKlkwFjLUYXHnMN\nF0fMVoS5LLOZyh5S3xcUGNkBhLCjxX/m45f1hwEALWu7CMIVhAijpMLjUyI5bVoug4i6ad5sQ0zX\nhC+68ESZfo16dmZdeHQ32v37gU2b7K83L8QvW2btCTd8uPsxlC/vHJzojtxcI/eaFZ6ETvAbb87d\n5rmTIEQg3rhTTwOwEkBzIjpERPejZInkHgEwAapy3W6Eu2MBYEy1mefl9SkzPSamQgVV46V+faB1\na/f3s6pY6akKaF4ecPiwd+MFgL/+Ulu9pHPFisa5t95yFkehxIxdsB0bDrpeO9t38nwQRyMIoYM3\nXm2DXJyyTEjFzKMAjLJoTwXg4c0bZriyeJiNSPWqVa2v1T3hzFx1lX0FUMA49pcl8vff9sd9+wLv\nvKOEqEMH/zxDwMmsPHy6ZDc+XbIb+0bfgF83HkGXhpVRrbzyHszKs2HpzhOomBSLmhUSMOa2S8p4\nxIIQPEJ45T4MsLJ4jh0D/vc/Iz2+K8GYPt0oE6BTUAD8+9/Ae+8ZbbrwnD6t0qxYFV/TycpSjg6u\n6s/k5Bju0zqvvw7UqqU+gt/4a/ep4v1f1qfjyemqCN6ip7pj4PhVOHVe/bvm24qw/mWLyqWCEMFI\nypzSYLZ49MqVw4bZr904xsR8/bXaugqkfP99oNBU5sLsbXb55a7HsmyZWu+JjwdGjrRORvrQQ85t\niYmu7ym4hLV/+6w8a8eOJ6atK97XRQcAer+/vFh0BOFCJaKF58e1h/DHrhOBe4DZ4jl2zGh3VT4Z\nAAYPVoJVoYKyYg4fthcawFizSU9XQZ46e/a4jg+aPdvYHz3afu0GAP77X0P0zFSv7nqsgiWtX1mA\nhiPnYu3+02j9ygJ8tjTN7vyCLUddXOnM1AekwJtQdhBRNBGtI6I52rHP6dBKQsQKz/zNR/DMDxtw\n95drcDzDvhLoz+vSsf2oH1LQmN2pzVkHpkzx7vpKldQUV1SUfVT/Zi0tnmMFT8B1Bct333VqshUW\n4csVe5FbUGjkXwOU+zWz+oRynFQIwszFVs6tn6tUN2PmG96I6w+exUNfr/XqXm3rpuDyJi7WAAUh\nODwJwOxeWZJ0aD4TscLzf98YmYDNbqvncgow/Lv16PPBH9h6WInP2ex8HDqT7ftDrJwLPHAupwDv\nLRNshXIAABKeSURBVNyB81ZTNJ06qa2+DmMVn3P99aoCaEEB0Lat8/nGjYt3pyzdiTfmbMWT09fZ\n94ku8d/LBc8VbzsLf0piLA6dyUaDEb/ipk//LG5fNbInZj+mykb0b1u7uJBb1XLx+GJIJ/z8qJup\nU0EIMERUF8ANUN7GOgOg0qBB295kap/OzHnMvBfKO7nE5XAjVnjM/LzecDees9HY7/uRKuHc7vVF\nli8Uj1g5F5hp08ap6eFv1uKj39Mw3ZQmJd9WpIRI9zg7pS1M168PAPjukt5Y2MQ0JdO9O/DIIzi9\nax+yY0051l55BUhLU2s8AN5YtBsAsGDLMTR4fg52V3aZpUjwgtyCQqSfzXFqP5dT4PT3c1O72qiZ\nkoA2dVOw7j+98c7t6kvCvtE3IPWlXujdsoakxxHKmg8APAfAnGbf13RoJSKi51mql4/H8Uz7NZEK\nCfaL/Xf8z4saOq4wT7UBQNOmwK5dxvl+/ey6FxVxsbdTVq5NuwWj2UsqpOnfvZvhvefn4IPZ72D4\niF8BED5ucSWev/5JAMDk71/G1XuVJZc670/c9oTKJt3lwCasqd8Gy+/vgqgz2dhz+4MYUuT8bbrn\ng//D7RsXYWj6OXyfehBP9GyKquXinfoJzpzNzke71xd57qgx5jbDGq2ULBmnhTIhhohSTcfjmXk8\nABBRPwDHmXktEV1tdTEzMxEFJLMvcYhnDE5OTubz530PtMvJLwQR8NmSNHz0expWPN8DdSsl4d/f\nr8dP/1hn6/G5pv3atWp6bNYs4MYbVdu//mU4BNhsxdNaRUWMz5ftxtgFaj1g6KUX4bUBrfHt6gN4\nYWbggjYnZa3GpnW78N6Vg132Gd6rKYb3ahawMYQLuQWFyC8scvpyUlBYhKYvGvHOL/driXsvb4B7\nJv2NZTudnVf2vNlXCrkJZQ4RZTNzsotzbwG4G4ANQAKACgB+AtAZwNXMfERLh7aUmZsT0UgAYOa3\ntOsXAHiVmUv0zT1ip9oS46KREBuNvEJlRV7x9hI0e2keNh2ycDPWWLL9OJgZGbkFGLtgO+ZtOmJ3\n3kmkMzPVNtn0b5uSorbx8XZrKTd//lex6ADAlJX7MXTiGq9EJ4qAni189z577K/p6PHpG3jir+nY\n93Y/TOpobd188Nsu7DmR5fP9I42+H/6BS15dCEBNn21OV38r9022D7q99/IGICJMua8LVo68prh9\n9C1tsHLkNSI6QsjDzCOZuS4zN4ByGvidmQfDx3RoJX1+RE+1AcD6A0bKknxbEXYdVy/YxNho5BTY\nuzHfq71gLqqShP2nlLPBmFsvQf92tTHgkz+x41gmHrm6MZ7royX+1POymV2SdVdqhyBOq9Qp5m/L\nL91wMf77q+EE8eGssbhi3zpc9vAkLLq7Jeq3a4FPl6TZideaO+qj+tkTKuOBo8PAxo3A298Yx02a\noMdtPbHvduOlOGfjYXzyexq2H83ENe8uw/cPXQpbUREua3xhelrtMaWwafuaEqBeF1fHH7uMyrJV\nkuPs1mZqpSSiYlIs+retjYFd6gdvsIIQGEYD+F5LjbYfwB2ASodGRHo6NBvs06H5TMROtelsPZxR\n7ERg5uGrG+Pzpbsx6ubWaFajPG4f55vFOO3Bbrh03jTg8cex6K/tePCXNEwY0gm92tY1vNFMv9sG\nIwzX6JoVEnDU5OI985HL0L6+cpfPzSvAzkOncUkTU4aCQ4eAOmodz1ZYBPz2G2LOnQXuuMP9IO++\nG/jmG/upQAey821o+fICuzafpxwjgHM5BcViM+a2S/Dcjxud+vRuWQPj7+4oTgFCWOBuqq2siXjh\n0flq5T68/MsWAMCHA9uhb5taWH/wLDo3UCltRv60EdPWHHRzB2dW09+o8fbruGfCSizdaXwr/vGb\nZ9EpfVux8GTmFqCNNoWzb/QNSD+bg8tH/w4AGHVza9zV1SK7tPnlduKE65xvfuDg6WxcOcbZK2vs\n7W0RGx2xs7F2mL8YAED3ZtWw3GH95kIUZCF8EeEpBf4SnnxbUbH3mLsXyKEz2dh94jwua1wFtkLG\nxS/PBwCMuL4FrmlRHde+v9yr5634/F5UOXEEiXHReHfhDnz8expG39IGA7vUtxvL3rf6Wn+DHjcO\nePhhtZ+RodLhBBDHF69O2qjrERPh4pNbUIgW/5nvts/84VeiRU2plyOEDyI8pcBfwgMAJzLzUDEp\n1qdv8YfP5iD9bE6xZQR496Ky4tcnrkCr2sr5YPzy3biscVW0rpNi3XnPHiMYNC/PdeJPP7H7RBZ6\nvrsMHw1qb5dn7KGrGuH/ujdG+zcWYfZjV6BNXRfjDWMOncm2jOPq0rAy1uw9jTu71sebNzvHZAlC\nKCPCUwr8KTx+Y9ky7L35TvQYNh4AMOmezthy+BzeWbgTa1/siY6jFjtdUqNCPFa/0Mu35+iWUFGR\n6yDVAMDMyC8sQvOXnMXVn9NNGw+dxeGzOejTOjiZsYuKGI1emAsAmHhPJxw+m4uXft6MOhUTkX42\nB+MGd8TMdYewYIvKu/f1/V1wZdNqQRmbIPibUBaeiPdqCwhPP42GZw5j3+VFxYv2PVpUx2PXNAUA\nrHi+B2KiotDtLSVAVZLjsGqkZfki7wjyYjYRIT7GOq0OMxdPDTIz/jlwBh3qVyrRgnv/T1R6mQ0v\nX4uUpFis2HUSlZJji61Cf/NdqrGGd99kI65Oz0bQvGZ5vNa/dbHwiOgIQmAQ4fGVzz9XVTofecSl\np1jdSkkA/GAdvPuuWuspIx7r0QSfLElD/7a1MWuDSjX09A8bMKJPC0RFETr99zcAwINXNsSLN7go\n8+AFaSey0KF+RQz+cjWAwCziH8vIxcif3MdMNayqvhz+NeIaxMdE9rqWIJQlMtXmC6NGAS+9BFx7\nLTBxYrGL84XAPZPWYOkO1yUmnu7dDPdf2RBbD2fgtnEr8VD3RhjeqxkS41wnJDU7NKx9qRc6akK2\na9T1fvOm25x+Dv0+XmHXVj4hBplayqKWtSqgfuUkjLu7o1+eJwihQihPtYnweMucOcrCuftuJToX\nYDkBV55v3nBtyxoY1LU+ujasjKS4GKf71U5JwOFzKrapR/NqmDC0M2746A/cd3lD3NG5ntt7m6f/\nvl61H//5eTPGDe6APq1r4c252zB++Z7ivrMfuwI1UuJx/+RUvH3rJWhZWzzVhMhEhKcUhITwnD4N\ntGsHlCsHbNjgXFX0AsFKeL65v2vxFJk33HNZA7zavxUAoM2rC4otD3esebEnqpWLt1xHOnw2B5eN\n/h2f3tkBN1xSy26MC4Z3x3UfGO7vHw1qj/5ta3s9VkEIZ0R4SkGZC8+rrwKvvaZS0qxcCXTuXHZj\nKWO+WbUfL/2sitSNG9wRfVqr7Ar3TlqDxLhozN2kKm/+p19L3NahLu6csApbDjsX3NPXcNq/vhBt\n61V0O4Vn5qpm1XBLhzpIO56Fp3o1w6nz+dh9IgsDx68CALStV9EyNRGgpvKqSCZu4QJChKcUlKnw\nzJ4N9O+v9seOBZ55pmzGEUJk5Bbgl3XpGNilvtM6zI9rD+GbVfsx85HL7KyTPFsh3vx1G6as3A9A\nWSLNa5ZHq5fnY2CX+th9Igu5BYWY9mA3bDx0DgNMxdT8wX2XN8TLN5bc+UEQwhERnlIQcOHJzASG\nDAH+/FOVr77xRqBHD+VIsGaNqvL555/2GaiFEvHx4l14d9FOu7ZHezTGs9e1cOr729ZjOJ9vQ8eL\nKuG5HzcW1zHyhoVPdUetlAT8vv04rmtVEwmxUnFVuPAQ4SkFAReeyZOBe+9VYhMbC/z2mwrYrFgR\nGD4cePxxoHJlj7cRPJOTX1icgkjnyZ5N8VRv72oBrT94Fi1qlsc/+8/gzgnGutKVTavi3TvaIje/\nCDVS4l3GIAnChYQIj/mBRH0AfAggGsAEZh7trn/AheeXX4ApU4AZM1Sg5qlTyoPt6quBiyySdwql\n5j8/b8bXq/ajVkoC5g/vjpRE3501lu44jrjoKERHEbo2qhKAUQpCeCPCoz+MKBrATgC9oWp2/w1g\nEDNvdXVNmTsXCIIghCGhLDzBDs/uAiCNmfcwcz6A6QAGBHkMgiAIQhkSbOGpA8Bc9OaQ1mYHEQ0j\nolQiSrXZPMd5CIIgCN5DRPWIaAkRbSWiLUT0pNZemYgWEdEubVvJdM1IIkojoh1EdF1pnh+SCamY\neTwzd2LmTjEXYIYAQRCEAGMD8DQztwTQDcCjRNQSwAgAi5m5KYDF2jG0cwMBtALQB8Bn2tJJiQi2\n8KQDMOc/qau1CYIgCEGCmY8w8z/afiaAbVCzTwMATNG6TQFwk7Y/AMB0Zs5j5r0A0qCWTkpEsIXn\nbwBNiaghEcVBKeisII9BEAThQiBGX7LQPsOsOhFRAwDtAawGUIOZj2injgKooe17tUzi9cBKemFJ\nYGYbET0GYAGUO/VEZt4SzDEIgiBcINiYuZO7DkRUDsAMAMOZOcOccYSZmYgC4vYc9AUUZp4LYG6w\nnysIgiAYEFEslOhMZeaftOZjRFSLmY8QUS0Ax7V2vy6ThKRzgSAIghA4SJk2XwLYxszvmU7NAjBU\n2x8K4BdT+0AiiieihgCaAlhT4ueHesocIioCkGNqioHyyAgHZKyBI5zGK2MNDDJW9yQys6VxQURX\nAPgDwCYARVrzC1DrPN8DqA9gP4A7mPm0ds2LAO6D+jmGM/O8kg4s5IXHESJK9TRvGSrIWANHOI1X\nxhoYZKzhi0y1CYIgCEFFhEcQBEEIKuEoPOPLegA+IGMNHOE0XhlrYJCxhilht8YjCIIghDfhaPEI\ngiAIYUyZCw8RTSSi40S02dTWlohWEtEmIppNRBW09lgimqK1byOikaZr/kVEG7VMq2+HyHjjiGiS\n1r6BiK42XTNfa9tCRONKk3AvkGMlovJEtN70OUlEHwRgrH7LlktEo4joIBFl+XucARjrUq1N//1W\nD+GxBvT/mK9jJaIqWv8sIvrE4V4B/f/lr7EG6/9XyMHMZfoB0B1ABwCbTW1/A7hK278PwBva/p1Q\nieoAIAnAPgANAFQBcABANe3cFAA9Q2C8jwKYpO1XB7AWQJR2XEHbElT08MBQHavDPdcC6B6AsdYC\n0EHbLw9VMLAlgDEARmjtIwC8re23BLABQDyAhgB2A4jWznXT7pcVoL8Bf451KYBOgRinP8cajP9j\nJRhrMoArAPwf8P/tnU+oVVUUxn9LborpQEMQmigONHSgYBRBTgKVLFQQwYomOdJJSDSqoGFEA6UG\nDiRooojNmhiVA0tx4IOSfGmmiBPBIEUTRKuvwV6Xe7xo6m3vfTayfrC5750/m++ce7679lln33X5\nbKyvov7KqXWs3yL+aq31fscj6Sjwx9jipcBR//sbYMtwc2COmQ2A2cBt4DqwBDgn6Xff7tvOPn3q\nXQ4c8f2uANeAZ/3/677NAJhJOrYmtQ4xs6WkoPR9Aa3ZquVKOqFRocPs5NRamoxai3vsUbVKuinp\nB+DWPfoq6q+cWoeU9Fdr9B547sNpRr9MupVRjaAvgZvAZdLo6xOlb9X+Biwzs8UelDZzd12hvvT+\nBGw0s4GlMhOru7rM7GtSLaQbpGNrVquzDTgoH5qVwnqoljspmbR+4WmWD8w6VRrb0lrVYw+p9UF9\nVPFXDq1OFX+1QKuB5y1gp5lNkW5jb/vy54C/gadJaYB3zGyJpKvADuAgabRw0bfrW+/nJOOeBHYD\nx7u6JK0n3bLPAl5qWauzDThQUpyNVcvtrnNDNmPKTFrfkLQCWOPtzexC+f9aa3os1zVQw1+Zr9fi\n/mqFJgOPpDOS1klaTXojzvuq14HDku54OugYo9TVV5Kel/QCcJaUc+1Vr6S/JO2StErSJmDeuC5J\nt0iF+DaN99uSVjNbCQwkTZXSZv9RLdfXF6uW25dWScPXG8B+CqTgMmot7rFH1PpASvorp9Ya/mqJ\nJgPPcGaPmc0A3gf2+qpL+MjFzOaQHiKfGdtnPrAT2Ne3XjN70nViZmtJv48xbWZzOxfnAHhleByt\nae3s+hoFR2OeYuqtWm4fWj2tucD7fAJ4FfiZjOQ8r6U9NoHW+/VT3F+5tHYo6q/myDlTYZJGOtmX\ngTukVM924G3SaOpX4CNGX3SdCxwiPaeYBt4d62faW/YZYhPqXUwaGf5Cehi7yJcvJM0uO0X6oPmU\nNNppTmunrwvAMwXP64uktMQp4EdvG0izqb4Dzrmupzr7vEe6YzsLvNxZ/rEf7z/++mGLWkkznaa8\nn9PAHny2W2taa3hsQq0XSRNo/vT3enkNf+XSWstfrbWoXBAEQRBUpclUWxAEQfD4EoEnCIIgqEoE\nniAIgqAqEXiCIAiCqkTgCYIgCKoSgScIgiCoSgSeIAiCoCoReIIgCIKq/Aum2daOg4FJ6gAAAABJ\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb1e21d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots()\n",
    "plt.plot(szzsdf['date'], szzsdf['close'], label='szzs', color='red')\n",
    "ax2 = ax1.twinx()\n",
    "plt.plot(gloddf['date'], gloddf['glod'], label='glod')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "clilvdf = pd.read_excel(path + \"clilv.xls\", sheetname=\"lilv\")  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "clilvdf['date'] = pd.to_datetime(clilvdf['date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Ex7xM3lu6zf/BfkgUN5ZN1w6mJ5L02LEgvnofaSnzUw8PixbF2oKEIWX+sjLS05g4uIQP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\n9RcEhUbZgBEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x30041d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots()\n",
    "plt.plot(szzsdf['date'], szzsdf['close'], label='szzs', color='red')\n",
    "ax2 = ax1.twinx()\n",
    "plt.plot(clilvdf['date'], clilvdf['lilv'], label='clilv')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date    datetime64[ns]\n",
       "lilv           float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clilvdf.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "szzsdf = szzsdf.set_index('date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "clilvdf = clilvdf.set_index('date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "clilvdf = szzsdf.join(clilvdf, how='outer', sort=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [],
   "source": [
    "del clilvdf['chengjiaoe']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['lilv'], dtype='object')"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clilvdf.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [],
   "source": [
    "clivdf = clilvdf.sort_index(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "clivdf = clivdf.fillna(method='ffill')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "clivdf = clivdf.fillna(1.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "clivdf.to_csv(path + 'clilv2.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x31c5ed0>"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clivdf.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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w8KHPALcB15vZVIIvWgNqoog7bQDxTw8fOgR4DVgFHO/u5wITzez4SAIPZRA/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\n4v8AHherK25jwYgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x31c53f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
